Ce travail, supervisé par le professeur monsieur Grégoire, consiste Ã
développer une compréhension face à l’analyse d’une base de données
massive contenant des applications de pesticides sur les terrains de
golf afin de comprendre les facteurs influençant l’utilisation de ces
produits. Afin d’arriver à cet objectif, on utilise le jeu de données
Golf ouuu
Premièrement, On va importé le jeu de données et on va regardé sa structure ainsi que le résumé de ses variables afin de détecter la présence d’anomalies. Les sections suivantes présenteront les différentes manipulations effectuées pour corriger les données.
Voici le type des variables du jeu de données :
str(data)
## tibble [53,054 × 15] (S3: tbl_df/tbl/data.frame)
## $ Region : num [1:53054] 15 15 15 15 15 15 15 15 15 15 ...
## $ Number of holes : num [1:53054] 27 36 36 36 36 36 36 36 36 36 ...
## $ Golf course ID : num [1:53054] 1 2 2 2 2 2 2 2 2 2 ...
## $ Year : num [1:53054] 2003 2003 2003 2003 2003 ...
## $ Pesticide type : chr [1:53054] "DM" "F" "F" "F" ...
## $ Commercial name : chr [1:53054] NA "QUINTOZENE (TERRACLOR) 75% WETTABLE POWDER" "DACONIL 2787 FLOWABLE FUNGICIDE" "PROTURF GRANULAR FUNGICIDE X CONTAINING IPRODIONE" ...
## $ Usage : chr [1:53054] NA "A" "C" "C" ...
## $ Registration number : chr [1:53054] NA "7251" "15724" "23494" ...
## $ Quantity (Kg or L) : num [1:53054] NA 1187 534.75 0.62 120 ...
## $ Treated area (m2) : chr [1:53054] NA NA NA NA ...
## $ Active ingredient : chr [1:53054] NA "quintozène" "chlorothalonil" "iprodione" ...
## $ Active ingredient concentration(%) : num [1:53054] NA 0.75 0.404 0.013 0.24 0.5 0.4 0.143 0.24 0.8 ...
## $ Active ingredient total(kg) : num [1:53054] 0 890.25 216.039 0.00806 28.8 ...
## $ Actual applied ingredient rate (kg per 100 m2): chr [1:53054] "." "." "." "." ...
## $ Max label rate (kg per 100 m2) : num [1:53054] NA 0.1875 0.202 0.0458 0.09 ...
Avant la manupulation des données, on va suprimer les variables :
Commercial name, Usage et
Registration number qui ne sont pas utilent pour notre
analyse.
On va maintenant convertir les variables : Region,
Golf_course_ID, Year,
Pesticide_type et Active ingredient en
facteur. Cependant, il faut apporter des modification sur les variable
de type string parce qu’il y’a des doublons qui sont en
miniscule et des lettres manquante. Voici un exemple :
## [1] "DM" "F" "H" "I" "Ro" "RC" "dm" "RO" "Rc" NA "A" "O"
On va traiter les facteur de la variable
Active ingredient
| x |
|---|
| MÉCOPROP-P AMINE |
| MÉCOPROP-P SELS POTASSIUM |
| MÉCOPROP DIMÉTHYLAMINE |
| MÉCOPROP D AMINE |
| MÉCOPROP ESTER |
| MÉCOPROP-D SELS POTASSIUM |
| MÉCOPROP-P DIMÉTHYLAMINE |
| MÉCOPROP (STÉRÉOISOMÈRE-D), PRÉSENT SOUS FORME DE SELS D’AMINE |
| MÉCOPROP (STÉRÉOISOMÈRE-D), PRÉSENT SOUS FORME DE SEL DE POTASSIUM |
| MÉCOPROP-P, PRÉSENT SOUS FORME DE SELS DE POTASSIUM |
| MÉCOPROP (STÉRÉOISOMÈRE-D), PRÉSENT SOUS FORME D’ACIDE |
| MÉCOPROP (SELS D’AMINE) |
| MÉCOPROP-P (SEL DE POTASSIUM) |
| MÉCOPROP-P (SEL DE DIMÉTHYLAMINE) |
| x |
|---|
| 2,4-D AMINE |
| 2,4-D DIMÉTHYLAMINE |
| 2,4-D ACIDE |
| 2,4-D ESTER |
| 2,4-D (DIMÉTHYLAMINE) |
| 2,4-D, PRÉSENT SOUS FORME DES SELS D’AMINE (DIMÉTHYLAMINE, DIÉTHANOLAMINE, OU D’AUTRES SELS D’AMINE) |
| 2,4-D, PRÉSENT SOUS FORME D’ACIDE |
| 2,4-D PRESENT SOUS FORME D’ESTERS PEU VOLITILS |
| 2,4-D (SEL DE DIMÉTHYLAMINE) |
| x |
|---|
| DICAMBA |
| DICAMBA ACIDE |
| DICAMBA AMINE |
| DICAMBA DIMÉTHYLAMINE |
| DICAMBA (PRÉSENT SOUS LA FORME DE SEL DE DIGLYCOLAMINE) |
| DICAMBA, PRÉSENT SOUS FORME D’ACIDE, DE SEL DE DIÉTHANOLAMINE, DE SEL DE DIMÉTHYLAMINE, OU D’ESTER DE BUTOXYÉTHYLE |
| DICAMBA, PRÉSENT SOUS FORME DE SEL DE DIGLYCOLAMINE |
| x |
|---|
| GLYPHOSATE |
| GLYPHOSATE (PRESENT AS POTASSIUM SALT) |
| GLYPHOSATE (PRÉSENT SOUS FORME ISOPROPYLAMINE) |
| GLYPHOSATE (PRÉSENT SOUS FORME ISOPROPYLAMINE OU ÉTANOLAMINE) |
| GLYPHOSATE (PRÉSENT SOUS FORME DE SEL MONO-AMMONIUM OU DE SEL DIAMMONIUM) |
| GLYPHOSATE (SOUS FORME DE SEL DE TRIMÉTHYLSULFONIUM) |
| GLYPHOSATE SEL DE POTASSIUM |
| GLYPHOSATE (PRÉSENT SOUS FORME DE SEL D’ISOPROPYLAMINE) |
| GLYPHOSATE, 360 GRAMMES D’ÉQUIVALENT ACIDE PAR LITRE PRÉSENT À L’ÉTAT DE SEL ISOPROPYLAMINE |
| GLYPHOSATE (SELS D’AMINE) |
| GLYPHOSATE (SEL DE POTASSIUM) |
| Region | Number of holes | Golf course ID | Year | Pesticide type | Quantity (Kg or L) | Treated area (m2) | Active ingredient | Active ingredient concentration(%) | Active ingredient total(kg) | Actual applied ingredient rate (kg per 100 m2) | Max label rate (kg per 100 m2) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | 382 | 2017 | F | 30.1 | 13006 | CHLOROTHALONIL | 0.3620 | 10.89620 | 8.3778256 | 10.860 |
| 14 | 0 | 382 | 2017 | F | 30.1 | 13006 | PROPICONAZOLE | 0.0570 | 1.71570 | 1.3191604 | 1.710 |
| 14 | 0 | 382 | 2017 | F | 30.1 | 13006 | FLUDIOXONIL | 0.0145 | 0.43645 | 0.3355759 | 0.435 |
| 14 | 0 | 382 | 2017 | F | 2.1 | 6039 | TRITICONAZOLE | 0.2000 | 0.42000 | 0.6954794 | 0.640 |
| 14 | 0 | 382 | 2017 | F | 2.0 | 12077 | MÉTALAXYL-M | 0.2400 | 0.48000 | 0.3974497 | 0.768 |
| 14 | 0 | 382 | 2017 | I | 0.6 | 6039 | CHLORANTRANILIPROLE | 0.2000 | 0.12000 | 0.1987084 | 0.225 |
| Données manquantes | |
|---|---|
| Quantity (Kg or L) | 169 |
| Treated area (m2) | 8823 |
| Active ingredient | 185 |
| Active ingredient concentration(%) | 161 |
| Active ingredient total(kg) | 49 |
| Actual applied ingredient rate (kg per 100 m2) | 9440 |
| Max label rate (kg per 100 m2) | 475 |
| Quantity (Kg or L) | Treated area (m2) | Active ingredient | Active ingredient concentration(%) | Active ingredient total(kg) | Actual applied ingredient rate (kg per 100 m2) | Max label rate (kg per 100 m2) |
|---|---|---|---|---|---|---|
| 15 | 461 | 15 | 15 | 3 | 493 | 17 |
| 8 | 31 | 8 | 8 | 3 | 32 | 11 |
| 5 | 614 | 3 | 3 | 0 | 633 | 32 |
| 18 | 258 | 25 | 18 | 9 | 258 | 19 |
| 2 | 453 | 2 | 2 | 1 | 453 | 37 |
| 5 | 419 | 5 | 5 | 0 | 419 | 11 |
| 7 | 2081 | 7 | 7 | 5 | 2612 | 36 |
| 5 | 325 | 6 | 6 | 4 | 325 | 8 |
| 5 | 77 | 5 | 5 | 2 | 77 | 7 |
| 2 | 14 | 2 | 2 | 0 | 14 | 5 |
| 9 | 207 | 8 | 8 | 4 | 207 | 10 |
| 8 | 424 | 4 | 4 | 0 | 440 | 7 |
| 1 | 132 | 1 | 1 | 0 | 135 | 13 |
| 3 | 375 | 3 | 3 | 1 | 376 | 50 |
| 31 | 949 | 29 | 29 | 1 | 955 | 92 |
| 38 | 1742 | 49 | 36 | 10 | 1750 | 100 |
| 7 | 261 | 13 | 9 | 6 | 261 | 20 |
| Quantity (Kg or L) | Treated area (m2) | Active ingredient | Active ingredient concentration(%) | Active ingredient total(kg) | Actual applied ingredient rate (kg per 100 m2) | Max label rate (kg per 100 m2) | |
|---|---|---|---|---|---|---|---|
| 2003 | 82 | 1098 | 82 | 82 | 22 | 1099 | 159 |
| 2004 | 47 | 1306 | 47 | 47 | 14 | 1307 | 125 |
| 2005 | 17 | 1442 | 17 | 17 | 8 | 1442 | 90 |
| 2006 | 9 | 681 | 19 | 9 | 1 | 682 | 25 |
| 2007 | 2 | 766 | 12 | 3 | 1 | 766 | 24 |
| 2008 | 1 | 734 | 7 | 0 | 0 | 734 | 16 |
| 2009 | 1 | 727 | 0 | 0 | 0 | 728 | 13 |
| 2010 | 0 | 736 | 0 | 0 | 0 | 737 | 10 |
| 2011 | 2 | 617 | 0 | 0 | 1 | 622 | 12 |
| 2012 | 0 | 232 | 0 | 0 | 0 | 233 | 0 |
| 2013 | 1 | 241 | 1 | 3 | 2 | 241 | 1 |
| 2014 | 1 | 241 | 0 | 0 | 0 | 241 | 0 |
| 2015 | 3 | 0 | 0 | 0 | 0 | 170 | 0 |
| 2016 | 1 | 0 | 0 | 0 | 0 | 209 | 0 |
| 2017 | 2 | 0 | 0 | 0 | 0 | 227 | 0 |
| Quantity (Kg or L) | Treated area (m2) | Active ingredient | Active ingredient concentration(%) | Active ingredient total(kg) | Actual applied ingredient rate (kg per 100 m2) | Max label rate (kg per 100 m2) | |
|---|---|---|---|---|---|---|---|
| A | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| DM | 157 | 155 | 157 | 157 | 45 | 157 | 157 |
| F | 4 | 5506 | 20 | 0 | 0 | 5909 | 85 |
| H | 1 | 2056 | 0 | 1 | 2 | 2168 | 109 |
| I | 5 | 848 | 6 | 1 | 1 | 918 | 104 |
| O | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| RC | 1 | 180 | 0 | 0 | 0 | 194 | 0 |
| RO | 0 | 75 | 0 | 0 | 0 | 91 | 18 |
D’après les graphiques et les tableaux, on remarque que la majorité
des données manquantes sont dans les variables :
Treated area (m2) et
Actual applied ingredient rate (kg per 100 m2), plus
précisement quand le pestecide est du type F, l’année
2013 2014 2015 et quand la région eest 7
| Year | Treated area (m2) |
|---|---|
| 2003 | 41825367 |
| 2004 | 57001450 |
| 2005 | 62430443 |
| 2006 | 96406360 |
| 2007 | 98432678 |
| 2008 | 116992803 |
| 2009 | 124356383 |
| 2010 | 135986105 |
| 2011 | 150575036 |
| 2012 | 184104425 |
| 2013 | 166493484 |
| 2014 | 188782546 |
| 2015 | 196657724 |
| 2016 | 224339134 |
| 2017 | 221632180 |
| Active ingredient | Quantity (Kg or L).Min. | Quantity (Kg or L).1st Qu. | Quantity (Kg or L).Median | Quantity (Kg or L).Mean | Quantity (Kg or L).3rd Qu. | Quantity (Kg or L).Max. |
|---|---|---|---|---|---|---|
| 2,4-D ACIDE | 0.6000000 | 7.0500000 | 14.4000000 | 26.6636364 | 35.0500000 | 83.0000000 |
| 2,4-D AMINE | 0.0700000 | 12.4000000 | 25.6000000 | 33.3023194 | 50.0000000 | 97.3000000 |
| 2,4-D DIMETHYLAMINE | 0.0300000 | 10.0000000 | 24.0000000 | 30.9051418 | 45.0000000 | 99.8000000 |
| 2,4-D ESTER | 0.1750000 | 0.1750000 | 0.1750000 | 0.1750000 | 0.1750000 | 0.1750000 |
| ACÉPHATE (O,S-DIMÉTHYL ACÉTYLPHOSPHORAMIDOTHIOATE) | 0.0600000 | 0.4800000 | 0.9000000 | 1.3200000 | 1.9500000 | 3.0000000 |
| ACÉTATE DE PHÉNYLMERCURE | 2.6000000 | 2.6000000 | 7.8000000 | 8.3000000 | 13.5000000 | 15.0000000 |
| ACIDE ACÉTIQUE | 60.0000000 | 60.0000000 | 60.0000000 | 60.0000000 | 60.0000000 | 60.0000000 |
| ACIDE BORIQUE 5% | 18.4000000 | 18.4000000 | 18.4000000 | 18.4000000 | 18.4000000 | 18.4000000 |
| ACIDE CITRIQUE (M) | 18.0000000 | 25.7000000 | 33.4000000 | 33.4000000 | 41.1000000 | 48.8000000 |
| ANTHRANILATE DE MÉTHYLE | 6.9000000 | 8.4500000 | 10.0000000 | 12.3000000 | 15.0000000 | 20.0000000 |
| AZOXYSTROBIN | 0.0110000 | 1.6475000 | 3.8700000 | 6.5807209 | 7.8000000 | 75.0000000 |
| BACILLUS SUBTILIS (SOUCHE QST 713) | 0.0600000 | 9.4000000 | 14.3000000 | 18.0292857 | 20.0000000 | 60.0000000 |
| BACILLUS THURINGIENSIS VAR. ISRAELENSIS | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 |
| BACILLUS THURINGIENSIS VAR. KURSTAKI | 7.0000000 | 7.0000000 | 7.0000000 | 7.0000000 | 7.0000000 | 7.0000000 |
| BÉNOMYL | 0.0010000 | 1.9625000 | 3.8000000 | 5.7424444 | 5.7250000 | 24.5000000 |
| BENZOVINDIFLUPYR | 0.0230000 | 1.1000000 | 1.8600000 | 4.8902889 | 7.2000000 | 18.8700000 |
| BISPYRIBAC-SODIUM (KIH-2023) | 0.0630000 | 0.1040000 | 0.1450000 | 0.1450000 | 0.1860000 | 0.2270000 |
| BOSCALID | 0.0130000 | 0.5000000 | 2.6500000 | 4.2030832 | 5.1000000 | 58.3200000 |
| BRODIFACOUM | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 | 10.0000000 |
| CAPTAN | 4.8000000 | 9.3250000 | 25.0000000 | 26.5700000 | 44.0000000 | 50.0000000 |
| CARBARYL | 0.0090000 | 7.5000000 | 16.0000000 | 21.0947882 | 30.0000000 | 95.0000000 |
| CARBATHIINE | 0.4500000 | 25.0000000 | 34.0500000 | 35.7919780 | 45.0000000 | 96.3000000 |
| CARFENTRAZONE-ETHYL | 0.0080000 | 0.1700000 | 0.4000000 | 0.5367011 | 0.7150000 | 2.2000000 |
| CHLORANTRANILIPROLE | 0.0400000 | 1.0000000 | 1.8900000 | 3.8227004 | 3.7795000 | 42.0000000 |
| CHLORHYDRATE DE PROPAMOCARBE | 0.0080000 | 1.4050000 | 6.4000000 | 8.5608431 | 8.8000000 | 87.5000000 |
| CHLORONEB | 0.2000000 | 4.0000000 | 10.0000000 | 14.7805865 | 18.0000000 | 90.0000000 |
| CHLOROPHACINONE | 10.0000000 | 20.0000000 | 30.0000000 | 36.3839286 | 45.2500000 | 80.0000000 |
| CHLOROTHALONIL | 0.0100000 | 14.0000000 | 27.0000000 | 31.6054648 | 42.6000000 | 99.6000000 |
| CHLORPYRIFOS | 0.0110000 | 2.2000000 | 3.5000000 | 7.3148003 | 8.0000000 | 93.9000000 |
| CLOTHIANIDINE | 0.0230000 | 0.6000000 | 1.0800000 | 1.7864436 | 2.0250000 | 16.5000000 |
| CYAZOFAMIDE | 0.6250000 | 0.9125000 | 1.2000000 | 1.6083333 | 2.1000000 | 3.0000000 |
| DAZOMET 97% | 5.0000000 | 5.0000000 | 5.0000000 | 5.0000000 | 5.0000000 | 5.0000000 |
| DELTAMETHRINE | 0.0040000 | 0.7000000 | 1.2000000 | 1.5883667 | 2.0000000 | 24.7000000 |
| DIAZINON | 0.0300000 | 3.0000000 | 8.6000000 | 16.0951583 | 21.0000000 | 95.0000000 |
| DICAMBA | 0.0300000 | 8.0000000 | 20.0000000 | 26.7217967 | 40.0000000 | 99.8000000 |
| DICAMBA ACIDE | 22.7000000 | 22.7000000 | 22.7000000 | 22.7000000 | 22.7000000 | 22.7000000 |
| DICAMBA AMINE | 34.0000000 | 44.0500000 | 47.4000000 | 54.3220930 | 57.6720930 | 88.4883721 |
| DICAMBA DIGLYCOLAMINE | 4.1000000 | 5.7685000 | 7.4370000 | 35.5123333 | 51.2185000 | 95.0000000 |
| DICAMBA DIMÉTHYLAMINE | 0.0400000 | 9.8000000 | 24.0000000 | 30.8057623 | 46.3000000 | 99.5000000 |
| DICHLOBENIL | 2.3000000 | 10.0000000 | 22.7000000 | 29.5882353 | 45.0000000 | 75.0000000 |
| DIPHACINONE | 1.3000000 | 20.0000000 | 20.0000000 | 27.8513245 | 40.0000000 | 80.0000000 |
| DIQUAT | 0.2000000 | 0.4000000 | 0.4000000 | 7.0040000 | 11.3400000 | 22.6800000 |
| DITHIOPYR | 0.0450000 | 3.2000000 | 4.0000000 | 7.6064394 | 9.5250000 | 63.1000000 |
| ETRIDIAZOLE | 1.2500000 | 1.5600000 | 2.5000000 | 14.5420000 | 7.4000000 | 60.0000000 |
| FÉNOXAPROP-P-ÉTHYL | 0.0800000 | 0.4370000 | 1.0000000 | 1.4328400 | 1.1000000 | 14.2000000 |
| FER | 0.1000000 | 8.9250000 | 12.6500000 | 12.5375000 | 19.4000000 | 20.0000000 |
| FLUDIOXONIL | 0.1950000 | 14.4000000 | 30.0000000 | 34.0042197 | 43.2750000 | 99.4000000 |
| FLUOPYRAM | 8.9000000 | 16.5000000 | 20.0000000 | 24.2368182 | 30.0000000 | 56.0000000 |
| FLUOXASTROBINE | 0.3000000 | 1.0000000 | 1.5000000 | 2.2093103 | 2.5000000 | 8.0000000 |
| FOSÉTYL-AL | 0.0030000 | 7.8500000 | 15.8100000 | 20.2702663 | 27.1200000 | 99.6000000 |
| GLYPHOSATE | 0.1000000 | 1.4000000 | 4.5000000 | 9.4311340 | 10.0000000 | 64.6800000 |
| GLYPHOSATE (SELS D’AMINE) | 0.0600000 | 0.7000000 | 2.0000000 | 5.9091584 | 10.0000000 | 54.0000000 |
| GLYPHOSATE (SOUS FORME DE SEL DE TRIMÉTHYLSULFONIUM) | 0.1900000 | 0.9025000 | 1.6150000 | 1.6150000 | 2.3275000 | 3.0400000 |
| GLYPHOSATE ISOPROPYLAMINE | 0.0020000 | 1.7000000 | 5.0000000 | 9.1036573 | 12.0000000 | 70.1000000 |
| GLYPHOSATE SEL DE POTASSIUM | 0.2100000 | 0.2400000 | 2.1250000 | 3.6150000 | 5.5000000 | 10.0000000 |
| HUILE MINERALE | 0.4100000 | 20.0000000 | 39.7000000 | 40.5757248 | 60.0000000 | 97.7500000 |
| HYDRAZIDE MALÉIQUE | 10.0000000 | 12.9100000 | 13.0000000 | 13.1820000 | 15.0000000 | 15.0000000 |
| IMIDACLOPRID | 0.0060000 | 0.5400000 | 1.4400000 | 8.3267492 | 5.4000000 | 97.0000000 |
| IPRODIONE | 0.1500000 | 15.0000000 | 25.0000000 | 32.3475628 | 45.4000000 | 99.8000000 |
| ISOFÉTAMIDE | 0.4000000 | 1.9050000 | 6.0000000 | 15.6421333 | 20.7500000 | 85.6000000 |
| LAMBDA-CYHALOTHRINE | 0.0020000 | 0.2265000 | 0.4700000 | 0.8393668 | 0.9150000 | 8.0300000 |
| MANCOZEBE | 1.9000000 | 2.3500000 | 6.8000000 | 16.4750000 | 20.9250000 | 50.4000000 |
| MANDESTROBINE | 3.5800000 | 4.0500000 | 7.5000000 | 7.0966667 | 9.7500000 | 10.6000000 |
| MECOPROP (D) DIMÉTHYLAMINE | 0.2880000 | 10.0000000 | 26.0100000 | 32.0146759 | 45.2250000 | 96.5000000 |
| MECOPROP (SELS D’AMINE) | 0.3000000 | 13.5000000 | 24.0000000 | 30.8591453 | 45.0000000 | 90.0000000 |
| MECOPROP SELS POTASSIUM | 0.1800000 | 3.3250000 | 12.8250000 | 17.7058824 | 22.7000000 | 64.6300000 |
| MECOPROP-D ACIDE | 0.6000000 | 7.0500000 | 14.4000000 | 26.6636364 | 35.0500000 | 83.0000000 |
| MECOPROP-D AMINE | 0.0700000 | 10.1100000 | 24.6200000 | 31.6051443 | 45.7100000 | 98.2000000 |
| MECOPROP-D SELS POTASSIUM | 0.0090000 | 6.0000000 | 13.0000000 | 22.6096917 | 30.0000000 | 85.0000000 |
| MECOPROP-P AMINE | 0.1000000 | 14.8000000 | 31.1000000 | 35.8590156 | 51.2000000 | 99.5000000 |
| MECOPROP-P DIMÉTHYLAMINE | 0.0300000 | 10.0000000 | 20.0000000 | 27.0822981 | 40.0000000 | 99.8000000 |
| MECOPROP-P SELS POTASSIUM | 0.0300000 | 7.5250000 | 14.0000000 | 19.4391319 | 27.0000000 | 91.8000000 |
| MÉLANGE DE SURFACTANTS | 40.0000000 | 40.0000000 | 40.0000000 | 40.0000000 | 40.0000000 | 40.0000000 |
| MÉTALAXYL | 0.0600000 | 2.0000000 | 3.5500000 | 5.0614488 | 5.0000000 | 45.6700000 |
| MÉTALAXYL-M | 0.0300000 | 0.7775000 | 1.7790000 | 2.5210125 | 4.0000000 | 20.8000000 |
| MÉTALAXYL-M ET ISOMÈRE-S | 0.0900000 | 0.0900000 | 0.0900000 | 0.0900000 | 0.0900000 | 0.0900000 |
| METCONAZOLE | 0.1320000 | 1.0000000 | 1.7500000 | 4.6510833 | 6.2175000 | 30.2000000 |
| MYCLOBUTANIL | 0.0850000 | 1.4000000 | 2.7200000 | 9.7018997 | 9.0000000 | 95.7000000 |
| OXYCARBOXINE | 0.4500000 | 25.0000000 | 33.5000000 | 35.7687293 | 45.0000000 | 96.3000000 |
| PARAQUAT | 0.2000000 | 0.4000000 | 0.7000000 | 2.4944545 | 1.2250000 | 18.0000000 |
| PENTHIOPYRADE | 0.0800000 | 1.2500000 | 1.8720000 | 5.3669416 | 3.8375000 | 68.4100000 |
| PERMÉTHRINE | 3.7800000 | 5.6900000 | 7.6000000 | 7.1266667 | 8.8000000 | 10.0000000 |
| PEROXYDE D’HYDROGÈNE | 0.2000000 | 3.8750000 | 11.0000000 | 17.1090357 | 22.2100000 | 66.2000000 |
| PHOSETYL-AL | 0.5000000 | 5.7875000 | 12.0200000 | 17.0565435 | 22.6000000 | 83.1200000 |
| PHOSPHITES DE SODIUM, DE POTASSIUM ET D’AMMONIUM (MONOBASIQUE ET DIBASIQUE) | 17.0000000 | 18.5000000 | 20.0000000 | 19.0000000 | 20.0000000 | 20.0000000 |
| PHOSPHURE DE ZINC | 5.0000000 | 41.0000000 | 60.0000000 | 57.1666667 | 77.8500000 | 90.0000000 |
| PROPAMOCARBE (CHLORHYDRATE DE) | 0.5000000 | 2.9000000 | 3.8300000 | 6.8836735 | 7.7500000 | 37.9000000 |
| PROPICONAZOLE | 0.0260000 | 7.0000000 | 14.2000000 | 22.6425646 | 33.0000000 | 99.6400000 |
| PYRACLOSTROBINE | 0.0010000 | 2.1800000 | 3.3000000 | 5.5273029 | 6.2000000 | 84.0000000 |
| PYRETHRINES | 0.0700000 | 0.0825000 | 0.0950000 | 0.0950000 | 0.1075000 | 0.1200000 |
| QUINTOZÈNE | 0.2970000 | 20.0000000 | 40.0000000 | 41.2314147 | 60.0000000 | 99.9000000 |
| SELS DE POTASSIUM D’ACIDES GRAS | 0.0700000 | 0.0825000 | 0.0950000 | 0.0950000 | 0.1075000 | 0.1200000 |
| TÉBUCONAZOLE | 3.2000000 | 5.4000000 | 9.9000000 | 15.7352632 | 16.1650000 | 89.4000000 |
| THIOPHANATE-MÉTHYL | 0.0900000 | 3.7500000 | 6.6000000 | 11.1466194 | 12.4000000 | 97.4000000 |
| THIRAME | 0.4500000 | 24.5000000 | 33.5000000 | 35.5963934 | 45.0000000 | 96.3000000 |
| TRIFLOXYSTROBIN | 0.0070000 | 0.5000000 | 1.0000000 | 8.1516525 | 10.0000000 | 99.5000000 |
| TRINEXAPAC-ÉTHYLE | 0.0100000 | 0.6000000 | 1.8000000 | 6.0882975 | 4.7700000 | 99.0000000 |
| TRITICONAZOLE | 0.0900000 | 2.7000000 | 4.5000000 | 11.5445145 | 12.6250000 | 99.5000000 |
| Golf course ID | Actual applied ingredient rate (kg per 100 m2).Min. | Actual applied ingredient rate (kg per 100 m2).1st Qu. | Actual applied ingredient rate (kg per 100 m2).Median | Actual applied ingredient rate (kg per 100 m2).Mean | Actual applied ingredient rate (kg per 100 m2).3rd Qu. | Actual applied ingredient rate (kg per 100 m2).Max. |
|---|---|---|---|---|---|---|
| 1 | 0.00862068966 | 0.23750000000 | 0.55047169811 | 1.31917406799 | 1.36471539855 | 9.81658536585 |
| 10 | 0.00127942403 | 0.18693000000 | 0.60075789474 | 1.41678194318 | 1.48196978543 | 9.79687500000 |
| 100 | 0.00040000000 | 0.25792717087 | 0.61571939848 | 1.35929457812 | 1.61019860205 | 8.68817204301 |
| 101 | 0.06315789474 | 0.38651250000 | 0.72620397714 | 1.19546650102 | 1.38495781146 | 9.90000000000 |
| 102 | 0.00131353353 | 0.29137974684 | 0.63273878021 | 1.65112963705 | 1.70955468750 | 9.86250000000 |
| 103 | 0.00130039819 | 0.25097774086 | 0.77957859407 | 1.59295213512 | 1.91452979516 | 8.88800000000 |
| 104 | 0.04561057290 | 0.43321160522 | 1.56411183484 | 2.03426541376 | 2.86953441183 | 8.98920000000 |
| 106 | 0.00129117551 | 0.44121428571 | 0.83833750000 | 1.99080896195 | 3.14491071429 | 9.96937333333 |
| 107 | 0.00141347629 | 0.32818181818 | 0.69818181818 | 1.44694507885 | 2.13818181818 | 8.72727272727 |
| 108 | 0.00140475113 | 0.30110480124 | 0.71464984391 | 1.37122471384 | 1.71984351739 | 9.02266666667 |
| 109 | 0.04489977464 | 0.21349780572 | 0.68319297829 | 1.68941518638 | 1.40962663931 | 9.55760586705 |
| 11 | 0.00100000000 | 0.25000000000 | 0.85909090909 | 2.13203977279 | 3.29247850877 | 9.32000000000 |
| 110 | 0.02787620543 | 0.29064400521 | 0.78818418766 | 2.18839264976 | 1.59469777185 | 9.38047493404 |
| 111 | 0.02432723358 | 0.32381368855 | 0.96975242196 | 2.17484832847 | 3.33453140498 | 8.82774248371 |
| 112 | 0.02828694275 | 0.45205592558 | 1.15983187294 | 2.78230380089 | 4.74654899298 | 9.91300829456 |
| 113 | 0.02645691414 | 0.23583167514 | 0.67139239498 | 1.53885055387 | 1.48138370105 | 9.86726771851 |
| 114 | 0.02065265454 | 0.24285532988 | 0.63946272899 | 1.58678241746 | 1.66344876464 | 9.71153846154 |
| 115 | 0.04865097589 | 0.22533189810 | 0.69788302835 | 1.69296385285 | 1.53923481298 | 8.72852529602 |
| 116 | 0.02201870616 | 0.25074560919 | 0.71534401333 | 2.17870072761 | 1.58426306518 | 9.84021823850 |
| 117 | 0.03548387097 | 0.44669574192 | 0.76216982216 | 2.06002404159 | 2.22150347273 | 9.36448849621 |
| 118 | 0.00337837838 | 0.32795156408 | 0.66121394748 | 2.06904730654 | 2.09200565262 | 9.96810207337 |
| 119 | 0.00500000000 | 0.39455831869 | 0.69230769231 | 2.15994079239 | 3.87897222222 | 9.60676923077 |
| 12 | 0.00351741119 | 0.28698442761 | 0.75422981983 | 2.46560951274 | 3.97449697773 | 9.69273507871 |
| 120 | 0.02246138119 | 0.34923785176 | 0.88876458497 | 1.68074542073 | 1.84068891281 | 9.17764652431 |
| 121 | 0.00000000000 | 0.24322297225 | 0.55695026748 | 1.41372664507 | 1.29300655517 | 9.61664917803 |
| 122 | 0.09869492471 | 0.44892011534 | 0.95311104380 | 1.78062903489 | 1.72265877287 | 9.56727664155 |
| 123 | 0.01321003963 | 0.18000516662 | 0.58412167672 | 1.41117031670 | 1.32604752842 | 9.70264239577 |
| 124 | 0.00107201284 | 0.31578947368 | 0.90000000000 | 1.86585740955 | 2.50789473684 | 9.15528865220 |
| 126 | 0.02432723358 | 0.30669743144 | 1.07659081372 | 1.98036114849 | 2.32508073197 | 9.64958577294 |
| 127 | 0.00100000000 | 0.40000000000 | 0.96439888164 | 2.08194823433 | 3.15120000000 | 9.38093482748 |
| 128 | 0.06250000000 | 0.40000000000 | 0.63333333333 | 2.46201940466 | 5.82500000000 | 6.85714285714 |
| 129 | 0.00511676046 | 0.36598493003 | 1.20559741658 | 2.53980844496 | 4.61105130965 | 9.31877594956 |
| 13 | 0.00124947938 | 0.18248759405 | 0.72331073420 | 1.65526452109 | 1.73363214343 | 9.71882041736 |
| 130 | 0.02211566689 | 0.19135029354 | 0.77857821446 | 2.30421621370 | 3.46211780196 | 9.82836363636 |
| 131 | 0.00055555556 | 0.20000000000 | 1.13595060578 | 1.82124112685 | 1.83954545455 | 9.84704842148 |
| 132 | 0.00333333333 | 0.26662528885 | 0.99428571429 | 2.29875055547 | 3.21660052857 | 9.66391579955 |
| 133 | 0.07166666667 | 0.37308333333 | 0.79361991302 | 2.39227203839 | 3.04533333333 | 9.95555555556 |
| 134 | 0.02260000000 | 0.31939130435 | 0.85800000000 | 2.24927795695 | 2.11133333333 | 9.60942857143 |
| 135 | 0.05665080444 | 0.25546742210 | 0.72513029685 | 1.75075707627 | 1.93767705382 | 8.66666666667 |
| 136 | 0.02863224638 | 0.26332760103 | 0.66086956522 | 1.73473250886 | 1.60041077416 | 9.20000000000 |
| 137 | 0.01733864253 | 0.40260000000 | 0.62175000000 | 1.56536908215 | 1.92590466147 | 6.54480000000 |
| 138 | 0.00186567164 | 0.28500253336 | 0.65413386840 | 2.02882284029 | 2.27305374683 | 9.96666666667 |
| 139 | 0.00186046512 | 0.22518214832 | 0.60161108868 | 1.62472677476 | 1.97502876535 | 9.86764705882 |
| 14 | 0.02348344729 | 0.19841269841 | 0.66196249520 | 1.78704207196 | 1.58969436852 | 9.69096573209 |
| 140 | 0.00031755196 | 0.20581293706 | 0.55547632405 | 1.50375665509 | 1.11460735986 | 9.71594577147 |
| 141 | 0.00182100990 | 0.25936113763 | 0.66529681348 | 1.36279247279 | 1.36711219115 | 9.85473478647 |
| 142 | 0.00188402763 | 0.31500000000 | 0.72453333333 | 1.65945797778 | 1.54521131688 | 9.88538461538 |
| 143 | 0.01444886878 | 0.72866119483 | 1.22588458481 | 2.74403398717 | 4.95694294941 | 9.71638083974 |
| 144 | 0.00187022508 | 0.32232238967 | 0.77879440258 | 1.77218818820 | 1.60643115942 | 8.61141011841 |
| 145 | 0.02025471698 | 0.23444976077 | 0.57129186603 | 1.09713047327 | 1.57756453868 | 6.30666666667 |
| 146 | 0.04941513122 | 0.33495652174 | 0.87502380952 | 2.34656685899 | 3.49479000000 | 9.90000000000 |
| 147 | 0.00156250000 | 0.21359447005 | 0.42818181818 | 1.33677869396 | 1.54915693542 | 9.84615384615 |
| 148 | 0.00191864927 | 0.21618442528 | 0.55413628639 | 1.56435269253 | 1.55763108844 | 9.88465298143 |
| 149 | 0.03733333333 | 0.39571428571 | 0.85583333333 | 2.52904728753 | 4.31089285714 | 9.32307692308 |
| 15 | 0.00822873270 | 0.26437047789 | 0.79718912882 | 1.88182467325 | 1.77702322226 | 9.74908746012 |
| 150 | 0.00030923077 | 0.27589285714 | 0.77474811942 | 1.78512764439 | 2.40000000000 | 9.83773584906 |
| 151 | 0.02159751977 | 0.29088414624 | 0.53508802389 | 1.61268161266 | 1.31787591206 | 9.83200061510 |
| 152 | 0.00144488688 | 0.17974358964 | 0.45347272727 | 1.16194507983 | 1.48320284954 | 9.00428571429 |
| 153 | 0.02410666667 | 0.19698849426 | 0.49524276860 | 1.20061118658 | 1.69359398680 | 5.22823529412 |
| 154 | 0.02919166667 | 0.30060749667 | 0.55811215304 | 1.59390831531 | 1.79465149770 | 9.77738317757 |
| 155 | 0.00107011934 | 0.30744501934 | 0.70810436389 | 1.69675714015 | 1.97250000000 | 9.43750000000 |
| 156 | 0.00139827762 | 0.20568000000 | 0.61776000000 | 1.80076134352 | 2.31257142857 | 9.98250000000 |
| 157 | 0.00137264253 | 0.21875000000 | 0.41333333333 | 1.75689073206 | 3.23265306122 | 7.15636363636 |
| 158 | 0.06764705882 | 0.33133690476 | 0.74991222789 | 1.76572210795 | 1.76771715534 | 8.31085714286 |
| 159 | 0.14448868778 | 0.43021978022 | 1.55454545455 | 2.61205460645 | 4.00000000000 | 9.87272727273 |
| 16 | 0.00110002933 | 0.26935993339 | 0.70866799277 | 1.87924205304 | 1.81418635606 | 9.69755160826 |
| 160 | 0.03130588235 | 0.24631944444 | 0.53570000000 | 1.36579295349 | 1.55046792453 | 9.25333333333 |
| 161 | 0.02307692308 | 0.28000000000 | 0.68379265873 | 1.72092655851 | 1.79211367998 | 9.50400000000 |
| 162 | 0.00140583588 | 0.13952729203 | 0.69090909091 | 1.48300414120 | 1.53865270742 | 9.71638083974 |
| 163 | 0.00139328378 | 0.28194261364 | 0.58610526316 | 2.24719538149 | 3.62824489796 | 9.89090909091 |
| 164 | 0.00144488688 | 0.33573076923 | 0.83899697111 | 1.85969315546 | 2.13000000000 | 9.61776315789 |
| 165 | 0.00021666667 | 0.40807317073 | 0.74503000000 | 1.91293521722 | 2.00000000000 | 9.95500000000 |
| 166 | 0.00139827762 | 0.25000000000 | 0.71170782852 | 1.76532880818 | 2.40000000000 | 9.28125000000 |
| 167 | 0.03750000000 | 0.30769230769 | 0.65647058824 | 1.70660652888 | 1.72726810625 | 9.84188888889 |
| 168 | 0.00139827762 | 0.38400000000 | 0.77496338703 | 1.75296520094 | 2.40000000000 | 9.32000000000 |
| 169 | 0.02128632939 | 0.30885000000 | 0.68571428571 | 1.98125554688 | 3.00000000000 | 9.69600000000 |
| 17 | 0.01425327952 | 0.27134540812 | 0.62640801001 | 1.46795134732 | 1.29357824645 | 9.08173562059 |
| 170 | 0.01500000000 | 0.32205941715 | 0.77324634146 | 1.74974370281 | 2.40902255639 | 9.72321428571 |
| 171 | 0.00127631674 | 0.39588942562 | 0.94358974359 | 2.21285051856 | 4.28157260708 | 9.84665880302 |
| 172 | 0.00114741017 | 0.38606250000 | 1.12695652174 | 2.43435351181 | 4.83195789977 | 9.63825000000 |
| 173 | 0.03292181070 | 0.30124898285 | 0.72437155702 | 2.09138265969 | 2.09420893279 | 9.59945145992 |
| 174 | 0.03982159924 | 0.51458905099 | 0.78816828955 | 1.81107589315 | 1.49801679141 | 9.39013383629 |
| 175 | 0.02298249437 | 0.29164596811 | 0.84395656280 | 2.34111649265 | 3.41013155561 | 9.83632357570 |
| 176 | 0.13003981900 | 0.55857693179 | 1.20549860205 | 1.66500464445 | 2.19578518015 | 8.08000000000 |
| 177 | 0.00026213232 | 0.21155049890 | 0.72304380382 | 1.67283135743 | 1.73391529073 | 8.27325474546 |
| 178 | 0.00156950223 | 0.32103739141 | 0.62352069079 | 1.95856000460 | 2.87867138244 | 9.32000000000 |
| 179 | 0.00113784842 | 0.32292787944 | 1.03643972763 | 2.14216305000 | 4.03875134553 | 9.32000000000 |
| 18 | 0.00107898144 | 0.35500135102 | 0.67513455328 | 1.92483343606 | 2.23888929617 | 9.69600000000 |
| 180 | 0.00411764706 | 0.30111607143 | 0.73714285714 | 1.53126390118 | 1.81881818182 | 9.74202127660 |
| 181 | 0.00111111111 | 0.36518518519 | 0.75000000000 | 1.78206635742 | 1.52471819959 | 9.81818181818 |
| 182 | 0.00130039819 | 0.22026393972 | 0.54184210526 | 1.83799709652 | 2.13000000000 | 9.05617525639 |
| 183 | 0.04891774892 | 0.20474137931 | 0.46875000000 | 1.25540494114 | 1.84267241379 | 9.86666666667 |
| 184 | 0.00144488688 | 0.46058823529 | 1.02889957265 | 1.96021877432 | 2.54348943804 | 9.28125000000 |
| 185 | 0.00133333333 | 0.26466666667 | 0.82910569106 | 1.84329088075 | 1.83043506778 | 9.92750000000 |
| 186 | 0.03704318937 | 0.44141336721 | 0.75873544093 | 1.62632025580 | 1.43393181102 | 9.85524256651 |
| 187 | 0.04865446717 | 0.38482238967 | 1.16385190306 | 2.00629407595 | 2.60925726588 | 9.91236772487 |
| 188 | 0.15655577299 | 0.44555740378 | 1.31506849315 | 3.00214460991 | 5.10833988107 | 9.42739185066 |
| 189 | 0.00243050281 | 0.24074663273 | 0.80446175288 | 1.76077139877 | 1.72104644578 | 9.25640234496 |
| 19 | 0.00125712370 | 0.35618260622 | 0.72342214916 | 2.46916650333 | 4.18200835148 | 9.86697247706 |
| 190 | 0.00178713264 | 0.48090048411 | 1.14017416269 | 2.47435121554 | 3.81492958422 | 9.52497241265 |
| 191 | 0.00135458145 | 0.29060064935 | 0.63234015070 | 1.46056113464 | 1.70921146776 | 7.17545748116 |
| 192 | 0.08256496445 | 0.45648148148 | 1.26450902313 | 2.81799830151 | 3.88254899498 | 9.51925925926 |
| 193 | 0.04001839926 | 0.44158233671 | 0.58877644894 | 1.42320223858 | 1.25206991720 | 9.27322907084 |
| 194 | 0.28125000000 | 0.68281250000 | 1.22743085106 | 2.96749165686 | 4.94250000000 | 9.58269230769 |
| 195 | 0.01278378378 | 0.14890741611 | 0.62042857143 | 1.57785220822 | 1.61670000000 | 8.08000000000 |
| 196 | 0.10836651584 | 0.40000000000 | 1.14386877828 | 2.34906819196 | 3.69230769231 | 9.04000000000 |
| 197 | 0.00242195910 | 0.35383443219 | 0.88987500000 | 1.76040513648 | 2.34875000000 | 9.11796365478 |
| 198 | 0.02695593220 | 0.29085990761 | 0.75837430062 | 2.03703261478 | 1.44108439988 | 9.98777677944 |
| 199 | 0.04366049598 | 0.45748116254 | 1.37054465141 | 2.50395805678 | 4.34876210980 | 9.03825122710 |
| 2 | 0.00107142857 | 0.23214673323 | 0.49578582053 | 1.44116882802 | 1.45440000000 | 9.47616553169 |
| 20 | 0.05355399844 | 0.29900729578 | 0.80731969860 | 1.61542633795 | 1.63265306122 | 8.21336760925 |
| 200 | 0.02330625000 | 0.45534027778 | 0.79543750000 | 2.24641305218 | 3.28307552583 | 9.87272727273 |
| 201 | 0.08466134050 | 0.40468137255 | 1.41854370246 | 2.47635897175 | 4.52830188679 | 9.57345971564 |
| 207 | 0.06026666667 | 0.45040625000 | 0.79861111111 | 2.73526791511 | 4.59000000000 | 9.90000000000 |
| 208 | 0.04565112926 | 0.47608527132 | 1.37815515455 | 2.98143622535 | 4.92307692308 | 9.59394521864 |
| 209 | 0.00187500000 | 0.40904198062 | 0.96975242196 | 2.04206817613 | 2.69333333333 | 9.57629629630 |
| 21 | 0.06000342877 | 0.33056658875 | 0.72330639429 | 1.71248932821 | 1.54531628956 | 9.39334637965 |
| 210 | 0.03182051036 | 0.41715161148 | 0.72692853762 | 1.93062925920 | 2.22012859462 | 9.03225806452 |
| 211 | 0.06750000000 | 0.14033073993 | 0.45419117647 | 0.77295842563 | 1.42863261334 | 3.79411764706 |
| 212 | 0.00134553283 | 0.30139635016 | 0.70145035313 | 1.51113088729 | 2.03441278444 | 9.95481727575 |
| 213 | 0.00802300000 | 0.32292787944 | 0.68349019608 | 1.83385511556 | 2.66502691066 | 9.09211111111 |
| 214 | 0.04175502860 | 0.47645615606 | 1.13663416487 | 2.13498590234 | 3.68236324546 | 8.98744169358 |
| 215 | 0.00044877932 | 0.33477497399 | 0.77898864981 | 1.94264971656 | 1.73160744948 | 9.73200132709 |
| 216 | 0.03098578676 | 0.26535756932 | 0.70236516783 | 1.98575291249 | 1.98419276826 | 9.97810654813 |
| 217 | 0.00200000000 | 0.36250000000 | 0.80731969860 | 1.97281023483 | 1.55886089873 | 9.78473581213 |
| 218 | 0.00200000000 | 0.40181774695 | 0.82191780822 | 2.15673916645 | 3.10898005091 | 9.88355024954 |
| 219 | 0.00118287201 | 0.22050000000 | 0.62511135460 | 1.90233559495 | 2.50824790308 | 9.69568973793 |
| 22 | 0.00056012995 | 0.24974351863 | 0.58141488825 | 1.88371614683 | 1.94198454041 | 9.82312925170 |
| 220 | 0.00200000000 | 0.30111341320 | 0.81321473952 | 1.97222620044 | 2.21606150207 | 9.59095801938 |
| 221 | 0.02364644488 | 0.59034572733 | 1.40652783935 | 2.49448264200 | 3.83476856835 | 9.50650921884 |
| 222 | 0.03648648649 | 0.43544256145 | 0.80766478620 | 1.85193087765 | 2.60925726588 | 9.78269503546 |
| 223 | 0.04682454252 | 0.31446654798 | 0.86508690495 | 1.99804902105 | 2.17286540546 | 9.66391579955 |
| 224 | 0.04068031293 | 0.41424472306 | 0.68243008647 | 2.27330044027 | 2.06910869892 | 9.83198390041 |
| 225 | 0.00214285714 | 0.41687500000 | 0.96312480492 | 2.50626534105 | 4.27576153846 | 9.94950000000 |
| 226 | 0.10836651584 | 1.17416829746 | 2.50000000000 | 3.90493374464 | 7.00000000000 | 9.64623104263 |
| 227 | 0.00046132554 | 0.19876381391 | 0.61862185208 | 1.88878114598 | 1.73096663815 | 9.91397564849 |
| 228 | 0.00172228202 | 0.18493321860 | 0.59395663540 | 1.47510796990 | 2.60649149980 | 9.73089343380 |
| 229 | 0.09347940173 | 0.45575888052 | 1.13670613563 | 1.55799134738 | 1.95640473628 | 4.91996851220 |
| 23 | 0.01345532831 | 0.30437766731 | 0.78425342150 | 1.90273262482 | 1.64399647715 | 8.80947255113 |
| 230 | 0.02779527559 | 0.45675051631 | 1.30836800259 | 2.25070559655 | 2.86955816998 | 9.95455270292 |
| 231 | 0.02260000000 | 0.19714125561 | 0.47533205128 | 0.92422233918 | 1.26172676428 | 7.73691197373 |
| 233 | 0.03690490835 | 0.50880626223 | 0.94802085617 | 2.00588443293 | 2.91270383909 | 9.56912028725 |
| 234 | 0.00067276642 | 0.07003445601 | 0.48035959819 | 1.27267552104 | 1.10795056544 | 9.65003435246 |
| 235 | 0.04865446717 | 0.41334768568 | 2.17438105490 | 2.56100325836 | 4.34876210980 | 9.78471474704 |
| 236 | 0.10836651584 | 0.63887465051 | 1.50994031884 | 2.71139655702 | 3.77793279456 | 9.32721304475 |
| 237 | 0.04520000000 | 0.48402485566 | 1.50840732882 | 3.36915066422 | 6.65904198062 | 9.88619143666 |
| 238 | 0.04925750720 | 0.49892357374 | 1.23129039643 | 2.77064293234 | 4.96812122216 | 9.49268695669 |
| 239 | 0.00187500000 | 0.43423520522 | 1.06513267379 | 2.20066200245 | 2.37310629107 | 9.55319392069 |
| 24 | 0.00115975040 | 0.04314545455 | 0.50303030303 | 1.61317197386 | 1.74064516129 | 9.65998756635 |
| 240 | 0.02722631877 | 0.30629608622 | 0.76233692569 | 2.52717157856 | 4.84576349377 | 9.98298355077 |
| 241 | 0.02793977578 | 0.31383641650 | 1.33990231206 | 2.19014354463 | 2.78902989443 | 9.74868699077 |
| 242 | 0.01520452099 | 0.24623580315 | 0.66293371869 | 1.77933095090 | 2.15640717163 | 9.96585376286 |
| 242.1 | 0.05554458379 | 0.35459662289 | 0.80576676212 | 1.36412640187 | 1.47981822686 | 7.66752246470 |
| 242.2 | 0.05382131324 | 0.32304897740 | 0.80828848224 | 1.42778324534 | 1.86523143165 | 8.06609257266 |
| 242.3 | 0.03998154698 | 0.41780716592 | 0.73812086729 | 1.38932773014 | 1.86698446871 | 8.07165923420 |
| 243 | 0.00007407407 | 0.05260606061 | 0.32441264628 | 1.05747241305 | 1.01912878788 | 9.77363167852 |
| 244 | 0.01565067689 | 0.32674802421 | 0.72840516078 | 1.29169777795 | 1.53380423814 | 9.01956002146 |
| 245 | 0.00185185185 | 0.32190838416 | 0.64585575888 | 1.35302559986 | 1.31252242555 | 9.85032317141 |
| 246 | 0.12314316469 | 0.70371819961 | 2.59368175126 | 3.90158077591 | 6.94928480833 | 9.56665877338 |
| 247 | 0.02511111111 | 0.30158730159 | 0.75349838536 | 1.95212967276 | 1.96753246753 | 9.86981707317 |
| 248 | 0.03333333333 | 0.67831769330 | 1.90128684598 | 3.20300882963 | 5.74025352786 | 9.66276010524 |
| 249 | 0.01147441105 | 0.25385865150 | 0.73069082013 | 1.88001793587 | 2.58448415922 | 9.50516986706 |
| 25 | 0.02179188429 | 0.28745384448 | 0.65981195359 | 1.55142925279 | 1.64166162431 | 9.63705924930 |
| 250 | 0.00129165590 | 0.46546112116 | 1.74251883746 | 3.13373880571 | 5.22948376735 | 9.68631672260 |
| 251 | 0.02465275253 | 0.53217650427 | 2.08574339885 | 3.11688651369 | 4.64126949900 | 9.94019498790 |
| 252 | 0.00075000000 | 0.16631783525 | 0.46594441609 | 1.46534359724 | 1.55715642891 | 9.60000000000 |
| 253 | 0.00116666667 | 0.28260869565 | 0.78134168651 | 1.91900981456 | 1.96986861314 | 9.46185167618 |
| 254 | 0.01482250000 | 0.20833333333 | 0.49800000000 | 1.34997721572 | 1.72900000000 | 9.44258823529 |
| 255 | 0.01192032866 | 0.35050888343 | 0.73247728193 | 1.63889512121 | 1.72695788448 | 9.23201236689 |
| 256 | 0.00130039819 | 0.25000000000 | 0.68571428571 | 2.01996291354 | 2.56571428571 | 9.95555555556 |
| 257 | 0.13997820666 | 0.24757804090 | 1.19159664124 | 1.44332860783 | 2.26049515608 | 5.16684607104 |
| 258 | 0.03588087549 | 0.40555914364 | 0.76910656620 | 2.06490887650 | 2.87287839968 | 9.81959095802 |
| 259 | 0.05418325792 | 0.64585575888 | 1.55715642891 | 2.76359901442 | 5.56666154083 | 8.28717948718 |
| 26 | 0.00061425061 | 0.19041769042 | 0.44533169533 | 1.35684912056 | 1.41896763732 | 9.95774647887 |
| 262 | 0.00500000000 | 0.40910585165 | 1.03731375713 | 1.88924426818 | 3.05432090524 | 7.93560820769 |
| 263 | 0.00333333333 | 0.33644563033 | 0.96474278859 | 1.98703168338 | 2.08333333333 | 8.92032000000 |
| 264 | 0.03824700559 | 0.46011616433 | 1.16632449359 | 1.78336340598 | 2.58364729099 | 8.18181818182 |
| 265 | 0.06457925636 | 1.51032531798 | 2.75565123789 | 3.44078890248 | 5.25545350172 | 9.15528865220 |
| 266 | 0.03243239901 | 0.35268978372 | 0.79596440451 | 1.76402266994 | 1.82824237912 | 9.81141692151 |
| 267 | 0.00130039819 | 0.39666666667 | 1.68000000000 | 2.28354777690 | 3.68088888889 | 8.08000000000 |
| 268 | 0.01477692308 | 0.31068105781 | 0.77419354839 | 1.53816021959 | 2.07615715823 | 9.68421052632 |
| 269 | 0.04009561086 | 0.26633984739 | 1.15233257515 | 3.43257031151 | 8.23233851385 | 8.65712430616 |
| 27 | 0.05980145916 | 0.43110538212 | 1.26363850925 | 1.89729281074 | 2.17681092699 | 8.46071044133 |
| 270 | 0.08045562979 | 0.27737945700 | 1.46836786091 | 2.25296543515 | 3.54468659153 | 6.17920069884 |
| 271 | 2.10225248032 | 4.42348959400 | 6.74472670769 | 5.51798452422 | 7.22585054617 | 7.70697438465 |
| 272 | 0.18939962712 | 0.44715909091 | 2.23336461584 | 3.24667898260 | 6.03465909091 | 9.18181818182 |
| 274 | 0.00740740741 | 0.10000000000 | 0.42643428054 | 1.39679144052 | 1.97333333333 | 7.93269230769 |
| 275 | 0.06980910607 | 0.14749347396 | 0.85453966021 | 1.32537280961 | 1.71569813300 | 8.39612486545 |
| 276 | 0.01130000000 | 0.30000000000 | 1.21000000000 | 2.75882889745 | 5.26642857143 | 9.60000000000 |
| 277 | 0.06250000000 | 0.39617667267 | 1.08330693697 | 3.11472084370 | 6.27663393517 | 9.42667089009 |
| 278 | 0.26785714286 | 0.68571428571 | 1.07837837838 | 2.47683473053 | 4.01100000000 | 9.50250000000 |
| 279 | 0.11664856387 | 0.96171115145 | 3.61679224973 | 3.42118366608 | 4.79358626459 | 9.14175616642 |
| 28 | 0.13997841662 | 1.66132683675 | 5.31480945446 | 4.65589752701 | 6.78419914790 | 9.73603457417 |
| 280 | 0.11204533776 | 0.68929775493 | 1.29763035743 | 2.26542048420 | 4.07062957977 | 7.03314387128 |
| 281 | 0.06027060271 | 0.95733229508 | 3.17938873704 | 3.69975230818 | 5.72075899179 | 9.96900571506 |
| 282 | 0.02885205648 | 0.43200000000 | 1.20000000000 | 2.54624749365 | 4.44088888889 | 9.92019643953 |
| 283 | 0.03514847379 | 0.38442851906 | 0.93584536889 | 2.07757146413 | 3.02302818122 | 9.91560454702 |
| 284 | 0.06862745098 | 0.40476190476 | 1.10817243851 | 3.36956130383 | 6.65777777778 | 9.94461538462 |
| 285 | 0.02407196250 | 0.51779156642 | 2.28947701659 | 3.23349693679 | 5.88533865229 | 9.12200684151 |
| 286 | 0.00205124909 | 0.32755632582 | 0.92258064516 | 2.29763569484 | 4.67113029864 | 8.70220786214 |
| 287 | 0.02432723358 | 0.46824542519 | 0.92353397055 | 2.31430736646 | 3.47768485551 | 9.94200497100 |
| 288 | 0.00118287201 | 0.61667676550 | 1.62148322290 | 2.91636704167 | 5.65713073472 | 9.95443117536 |
| 289 | 0.01083665158 | 0.44760869565 | 1.52515837104 | 1.79313238496 | 2.71700000000 | 9.89745390429 |
| 29 | 0.00123371110 | 0.29673000000 | 0.66666666667 | 1.56642143839 | 1.56812826283 | 9.72537313433 |
| 290 | 0.04734516645 | 0.48790376337 | 0.88468286303 | 2.25710563443 | 3.72148389979 | 9.31877594956 |
| 291 | 0.00071761751 | 0.72329916123 | 1.33056238645 | 2.16982498868 | 3.06946688207 | 9.68783638321 |
| 292 | 0.00071761751 | 0.46806602081 | 0.95065092188 | 2.21223980988 | 2.44994617869 | 9.78306508048 |
| 293 | 0.54864864865 | 0.54864864865 | 1.35270270270 | 1.35270270270 | 2.15675675676 | 2.15675675676 |
| 295 | 0.00108366516 | 0.28571428571 | 0.76862646988 | 1.83949095963 | 2.36869565217 | 9.73952380952 |
| 296 | 0.03961748634 | 0.36767857143 | 1.37946428571 | 2.63568326011 | 3.35483870968 | 9.17928571429 |
| 297 | 0.00218296095 | 0.32173764570 | 0.72030270199 | 2.00715304138 | 2.71113761117 | 9.84161156389 |
| 298 | 0.03900212718 | 0.39939294724 | 0.81684469116 | 2.13663466197 | 3.23523402612 | 9.35697378999 |
| 299 | 0.00067276642 | 0.43906680963 | 1.52373892574 | 2.97103508896 | 5.13786536391 | 9.87292277615 |
| 3 | 0.04197142857 | 0.21486664257 | 0.56586538462 | 1.56864916551 | 1.55111174722 | 9.66153846154 |
| 30 | 0.11821801728 | 0.55379236148 | 1.09090909091 | 2.36431949509 | 4.03249624982 | 9.05504751659 |
| 300 | 0.02260000000 | 0.30139935414 | 0.71348869172 | 1.71417741610 | 1.93864552455 | 9.97552777839 |
| 301 | 0.03423896663 | 0.58268825424 | 1.29284860081 | 2.67360631175 | 5.06402071541 | 9.89343379978 |
| 302 | 0.03896551724 | 0.43500000000 | 0.79581383158 | 2.13163148225 | 2.61805416556 | 9.57525602157 |
| 303 | 0.00000000000 | 0.73562470330 | 1.29171151776 | 2.06897734298 | 2.82669537137 | 9.51991388590 |
| 304 | 0.00152315191 | 0.36962365591 | 0.98740861089 | 2.80948731853 | 5.26016287833 | 9.96953752423 |
| 305 | 6.16649537513 | 6.16728778009 | 6.16808018504 | 6.16755191507 | 6.16808018504 | 6.16808018504 |
| 306 | 0.03679476697 | 0.19000000000 | 0.51612903226 | 1.04175506344 | 1.37264253394 | 8.98617511521 |
| 308 | 0.02421959096 | 0.44427047656 | 1.75359624229 | 2.98422550578 | 4.93198943145 | 9.88355024954 |
| 309 | 0.09494079656 | 0.81201548728 | 1.72475780409 | 3.13269976150 | 4.34876210980 | 8.92857142857 |
| 31 | 0.00120407240 | 0.43500000000 | 1.24800000000 | 2.28474956250 | 3.00373333333 | 9.32000000000 |
| 310 | 0.00058444862 | 0.01487388313 | 0.36270454545 | 1.53941687135 | 2.52259790210 | 9.00000000000 |
| 311 | 0.03390000000 | 0.41154659843 | 1.02054054054 | 1.84340753100 | 1.73778750000 | 9.89090909091 |
| 312 | 0.00110002933 | 0.31662309703 | 0.66430878056 | 1.91283452003 | 1.74251883746 | 9.67976318622 |
| 313 | 0.03571715853 | 0.31235770877 | 1.20549860205 | 1.63858160089 | 2.14916674256 | 9.67450271248 |
| 314 | 0.00127490019 | 0.28125000000 | 1.20000000000 | 2.04069660622 | 3.69230769231 | 9.39534883721 |
| 315 | 0.04723240686 | 0.36516442722 | 0.73877423786 | 1.69033409844 | 1.72622791679 | 9.66391579955 |
| 316 | 0.03267345762 | 0.40889871228 | 1.16262648009 | 2.15567614481 | 2.58342303552 | 9.74053430713 |
| 317 | 0.03280645161 | 0.31030000000 | 0.85296875000 | 1.50702964860 | 1.70181818182 | 9.79393939394 |
| 318 | 0.00139328378 | 0.50000000000 | 1.33944289117 | 1.98049967616 | 3.14222222222 | 8.40000000000 |
| 319 | 0.00116106981 | 0.22272727273 | 0.53527272727 | 1.34677967948 | 1.85897727273 | 8.66666666667 |
| 32 | 0.00106382979 | 0.15758014265 | 0.66972144558 | 2.03491965733 | 1.55551401869 | 9.60822429907 |
| 320 | 0.00139328378 | 0.34285714286 | 0.53571428571 | 1.78140555090 | 1.71428571429 | 9.65333333333 |
| 323 | 0.06000000000 | 0.31222972973 | 0.64887076000 | 1.27327758760 | 1.29508918228 | 9.98130841121 |
| 324 | 0.02026066351 | 0.37848214286 | 0.69481187438 | 1.86827605145 | 1.83214285714 | 9.42666666667 |
| 327 | 0.20833333333 | 0.46990740741 | 1.84722222222 | 2.22885439605 | 3.83425925926 | 9.59500000000 |
| 329 | 0.03044230294 | 0.64881517871 | 0.95441067457 | 1.90691009692 | 1.97852272003 | 9.98270323697 |
| 33 | 0.00106382979 | 0.15758014265 | 0.66972144558 | 2.03491965733 | 1.55551401869 | 9.60822429907 |
| 330 | 0.11920316742 | 0.59278794403 | 1.44000000000 | 3.58981041777 | 5.51130247578 | 9.60000000000 |
| 331 | 0.00108366516 | 0.01205498602 | 0.01549926774 | 0.86799488457 | 0.54375000000 | 9.17066666667 |
| 332 | 0.13997827665 | 0.36697619048 | 0.57221428571 | 1.76768955230 | 2.04589285714 | 9.17066666667 |
| 333 | 0.00139801078 | 0.14119519563 | 0.61818181818 | 1.66869314049 | 1.86784615385 | 9.78600000000 |
| 334 | 0.00072244344 | 0.00879689560 | 0.55558333333 | 2.10436588441 | 1.16902500000 | 9.75936811168 |
| 337 | 0.26923537154 | 1.03606390054 | 3.28737988552 | 4.32619160204 | 7.75820066852 | 9.68718466196 |
| 338 | 0.02337931034 | 0.23518015151 | 0.61942307692 | 1.99134609048 | 2.32703774416 | 9.92483530503 |
| 339 | 0.13003981900 | 0.93447481085 | 2.05498575499 | 3.47848259805 | 6.58337321826 | 9.49259259259 |
| 34 | 0.12831342026 | 0.44369904186 | 1.09514386736 | 1.95449484306 | 2.79952160263 | 9.04171027059 |
| 340 | 0.08033647650 | 0.96282228295 | 4.24786967080 | 3.89519691428 | 6.25244618395 | 9.30151895706 |
| 341 | 0.00208397146 | 0.26164772727 | 0.60483637214 | 1.29139205942 | 1.28612162090 | 9.68709677419 |
| 342 | 0.02919268030 | 0.53460259897 | 0.82200060441 | 2.12363256222 | 2.84479603267 | 8.99468079719 |
| 343 | 0.00144488688 | 0.52727272727 | 1.20000000000 | 2.14090102705 | 2.85907692308 | 9.71638083974 |
| 344 | 0.02421428571 | 0.32144152593 | 0.76964477933 | 1.78589228448 | 1.86562162162 | 9.82898734177 |
| 345 | 0.00088715401 | 0.27295406773 | 0.64691358025 | 1.57534508292 | 1.79066666134 | 9.74144514346 |
| 347 | 0.10261930391 | 0.46824542519 | 1.23129039643 | 2.91861011606 | 5.41710800144 | 8.69752421959 |
| 348 | 0.03748125937 | 0.57281939387 | 1.35547320665 | 2.48035685930 | 3.95642552057 | 9.32000000000 |
| 349 | 0.01445086705 | 0.34021276596 | 1.03336921421 | 1.94826010807 | 2.39275852428 | 9.28841937413 |
| 35 | 0.05653905174 | 0.48671666667 | 1.43523501973 | 2.47537862118 | 4.00000000000 | 9.88340650993 |
| 350 | 0.01807692308 | 0.34352678571 | 0.77833929591 | 1.66335901678 | 1.72537342480 | 9.88538461538 |
| 351 | 0.01807063550 | 0.28687934902 | 0.54537559705 | 1.99299777896 | 2.84611680554 | 9.90382205514 |
| 352 | 0.00138517241 | 0.19638750000 | 0.55483660131 | 1.35467605734 | 1.35236674735 | 9.09541702797 |
| 358 | 0.41180000000 | 0.98385000000 | 1.95690000000 | 2.84772857143 | 3.14517857143 | 8.56000000000 |
| 36 | 0.02746961326 | 0.28195379852 | 0.50500000000 | 1.54268366657 | 1.46402172747 | 9.80512500000 |
| 360 | 0.12040723982 | 0.43808510638 | 1.27096530920 | 2.04820873748 | 1.72212765957 | 9.81818181818 |
| 362 | 0.00161741068 | 0.31004166667 | 0.78714285714 | 2.10660738061 | 3.48946604087 | 8.75592849325 |
| 363 | 0.00484285714 | 0.25907597047 | 0.74477851869 | 1.34447594919 | 1.60163883216 | 9.28108108108 |
| 364 | 0.11885359801 | 0.52083333333 | 0.67507921715 | 2.24829821552 | 4.27118644068 | 8.35919718601 |
| 365 | 0.13071956072 | 1.45415995422 | 9.10638297872 | 6.04572284566 | 9.10638297872 | 9.91489361702 |
| 367 | 0.10666666667 | 0.25737500000 | 1.35920833333 | 2.02567336745 | 2.65789473684 | 6.42550000000 |
| 368 | 0.06000000000 | 0.60072916667 | 1.33000000000 | 2.27725724638 | 1.61979166667 | 8.44666666667 |
| 369 | 0.00000000000 | 0.20442830638 | 0.72329916123 | 1.42816146173 | 1.39114539252 | 8.28293182983 |
| 37 | 0.14500000000 | 0.49028571429 | 0.76607142857 | 2.31309542372 | 2.34000000000 | 9.17928571429 |
| 371 | 0.01527536989 | 0.08825769269 | 0.16124001549 | 0.11548091850 | 0.16558369281 | 0.16992737013 |
| 372 | 0.08604845447 | 0.40658297914 | 0.68883042334 | 1.94759547141 | 3.06146854819 | 9.66276010524 |
| 373 | 0.00135458145 | 0.45158596838 | 1.48200000000 | 1.94070925407 | 2.48571428571 | 9.41200000000 |
| 374 | 0.00187500000 | 0.24230769231 | 0.42596296296 | 1.06836634206 | 1.14757803468 | 8.12798290598 |
| 375 | 0.10836651584 | 0.60274930103 | 2.75000000000 | 3.09166852179 | 4.22333333333 | 8.56000000000 |
| 376 | 5.57880055788 | 6.53184565318 | 7.48489074849 | 7.48489074849 | 8.43793584379 | 9.39098093910 |
| 377 | 0.00216733032 | 0.17620689655 | 0.40412037037 | 1.44874534334 | 1.45795268029 | 9.89466666667 |
| 379 | 0.11664856387 | 1.08567159200 | 6.49085037675 | 4.38500110312 | 6.52314316469 | 8.69752421959 |
| 38 | 0.00225000000 | 0.28658978456 | 0.60000000000 | 1.78374706132 | 1.66805625257 | 9.90000000000 |
| 382 | 0.04865097589 | 0.20365842177 | 0.40953133388 | 1.30727529596 | 0.81809318449 | 8.37782561895 |
| 39 | 0.03624528302 | 0.35223214286 | 0.66754385965 | 1.35907350534 | 1.26776715921 | 8.34933333333 |
| 4 | 0.00124260271 | 0.22058946026 | 0.44637398327 | 1.20745681659 | 1.55314098684 | 8.19754838710 |
| 40 | 0.00075000000 | 0.21706216801 | 0.40324324324 | 1.28781381075 | 1.12757366516 | 9.27391752577 |
| 41 | 0.03960000000 | 0.23645161290 | 0.49742086331 | 1.64516206917 | 1.70301609561 | 8.97389705882 |
| 42 | 0.02492647059 | 0.23147677850 | 0.53482874618 | 1.43375769576 | 1.34175000000 | 9.75562500000 |
| 43 | 0.02000000000 | 0.19213972431 | 0.49778754579 | 1.51412255887 | 1.59253693630 | 9.94483146067 |
| 44 | 0.00108366516 | 0.20000000000 | 0.51475000000 | 0.96418931555 | 1.42983597285 | 5.49440000000 |
| 45 | 0.02947826087 | 0.51805555556 | 2.50000000000 | 2.65222705314 | 4.30000000000 | 6.40000000000 |
| 46 | 0.04700000000 | 0.40200000000 | 0.61440000000 | 1.70421208743 | 1.72221428571 | 9.46000000000 |
| 47 | 0.03766666667 | 0.46684821429 | 1.32974745475 | 2.48339144389 | 3.98550000000 | 9.76000000000 |
| 48 | 0.00285714286 | 0.24397619048 | 0.63000000000 | 1.57495946614 | 1.76226178660 | 9.91636363636 |
| 49 | 0.02290220180 | 0.18098794549 | 0.46959477513 | 1.24746367780 | 1.19085737228 | 9.83571428571 |
| 5 | 0.00117881625 | 0.23445847953 | 0.60288000000 | 1.80288696372 | 2.14371212121 | 9.60000000000 |
| 50 | 0.01958333333 | 0.39660416667 | 0.81953618421 | 1.53861748587 | 2.42161956522 | 7.76666666667 |
| 51 | 0.00035714286 | 0.19547159091 | 0.61861112474 | 1.79992918645 | 1.74239878179 | 9.98571428571 |
| 52 | 0.03660768761 | 0.35149384886 | 0.72325152505 | 1.49959591141 | 1.49911260872 | 9.77693659592 |
| 53 | 0.00125000000 | 0.22903214455 | 0.56612378338 | 1.46981465979 | 1.45286165163 | 9.74674880219 |
| 54 | 0.00489284666 | 0.31000606428 | 0.78223220587 | 1.94051281579 | 1.73934734025 | 9.91320081176 |
| 55 | 0.00107642626 | 0.34445640474 | 0.96888342779 | 1.72604292052 | 1.82722222222 | 8.88888888889 |
| 56 | 0.00126215118 | 0.33000000000 | 0.68168015255 | 2.00458693494 | 2.20078915663 | 9.83963414634 |
| 57 | 0.00250000000 | 0.23636363636 | 0.73554955869 | 1.59989155218 | 1.81642728905 | 9.09000000000 |
| 58 | 0.05980145916 | 0.32198564593 | 0.72000000000 | 1.79029702637 | 1.74732644044 | 8.97777777778 |
| 59 | 0.03055355859 | 0.31795374224 | 0.76858887727 | 1.54280035289 | 1.60035087719 | 9.74165769645 |
| 6 | 0.00200000000 | 0.30720000000 | 0.68993945149 | 1.74346344210 | 1.67499394222 | 9.83115789474 |
| 60 | 0.00177115987 | 0.19729146499 | 0.64452529069 | 1.34535267938 | 1.42877851623 | 9.79882711009 |
| 61 | 0.05779547511 | 0.52800000000 | 1.06761085973 | 1.61535416437 | 1.88800000000 | 8.64000000000 |
| 62 | 0.14139219863 | 1.47422070743 | 3.17587237152 | 3.60868282158 | 6.25598836040 | 6.74245023007 |
| 63 | 0.00135458145 | 0.32031818182 | 0.87961666667 | 2.13622522389 | 1.87711363636 | 9.95500000000 |
| 64 | 0.13052631579 | 0.51475000000 | 2.08842105263 | 2.20910139134 | 3.31060000000 | 8.25000000000 |
| 65 | 0.02973684211 | 0.33431372549 | 0.64000000000 | 1.53017874290 | 1.79233333333 | 9.28000000000 |
| 66 | 0.01083665158 | 0.36100000000 | 0.60377777778 | 1.46535037020 | 2.55319148936 | 4.66000000000 |
| 67 | 0.08831547064 | 0.46795454545 | 0.51475000000 | 1.04882480345 | 1.83954545455 | 4.48000000000 |
| 69 | 0.00114070017 | 0.24375000000 | 0.48000000000 | 1.23289484835 | 1.41333333333 | 8.56733333333 |
| 7 | 0.00116247717 | 0.13684886364 | 0.41112500000 | 1.60748787418 | 2.01490909091 | 9.60000000000 |
| 70 | 0.16312500000 | 0.51475000000 | 1.43000000000 | 2.60788344595 | 4.80000000000 | 8.82375000000 |
| 71 | 0.00130039819 | 0.42920000000 | 0.64191428571 | 1.33563828483 | 1.76167582418 | 6.79446153846 |
| 72 | 0.13003509046 | 0.33929239985 | 0.82754716981 | 1.81041166094 | 3.76965555972 | 7.56271059528 |
| 73 | 0.02919205184 | 0.29581208247 | 0.78579894408 | 1.92513914165 | 2.53186358939 | 9.90312163617 |
| 74 | 0.03983050847 | 0.33323849295 | 0.82403180711 | 1.83242698400 | 1.48008808738 | 9.79393939394 |
| 75 | 0.00486021505 | 0.45870559742 | 1.34748046551 | 2.11294548982 | 2.92852991704 | 8.07319698601 |
| 76 | 0.05933544304 | 0.47696270152 | 1.29315789474 | 1.73613283640 | 1.93636363636 | 9.66507177033 |
| 78 | 0.11938405235 | 0.66403033770 | 1.03802895674 | 2.54526071046 | 1.26016499701 | 9.89769985605 |
| 79 | 0.00130633608 | 0.19067793708 | 0.71932773109 | 2.21880937785 | 1.67231404959 | 9.69886792453 |
| 8 | 0.04900000000 | 0.37558108108 | 0.79444444444 | 2.14031408874 | 3.68744444444 | 8.69752421959 |
| 81 | 0.08013545817 | 0.28667105263 | 0.64350000000 | 1.44686124783 | 1.48893331930 | 9.61904761905 |
| 83 | 0.01521739130 | 0.25238095238 | 0.66105263158 | 1.14435930040 | 1.34969767349 | 6.72000000000 |
| 84 | 0.04808510638 | 0.43808510638 | 0.83064516129 | 1.48292849564 | 1.72212765957 | 8.59574468085 |
| 85 | 0.10711681961 | 1.02883294554 | 1.21813107243 | 1.37347480235 | 2.31958079354 | 2.43337984664 |
| 86 | 0.06020000000 | 0.46795454545 | 1.02960000000 | 1.78022211059 | 1.83954545455 | 8.87912087912 |
| 87 | 0.09641319943 | 0.33082844575 | 0.71349419962 | 1.36687149497 | 1.46977072496 | 9.47255113025 |
| 88 | 0.06998913832 | 0.38026036875 | 0.76454234388 | 1.38570872085 | 1.47762944171 | 8.69752421959 |
| 89 | 0.00037500000 | 0.31822500000 | 1.15243497402 | 1.97399225613 | 2.80864133649 | 9.49400000000 |
| 9 | 0.02709162896 | 0.25455631477 | 0.55502917112 | 1.35800133247 | 1.45240795428 | 9.37500000000 |
| 90 | 0.00127490019 | 1.18132352941 | 3.36000000000 | 3.48501476321 | 4.89696969697 | 9.32000000000 |
| 91 | 0.03536452666 | 0.16228497241 | 0.60995171118 | 1.35043755948 | 1.37859138526 | 8.34575260805 |
| 92 | 0.01679729730 | 0.18816977612 | 0.50633333333 | 1.31233888567 | 1.47795945240 | 9.68421052632 |
| 95 | 0.00904545455 | 0.32204545455 | 0.54582555556 | 1.56124596434 | 1.56056383323 | 9.93531738849 |
| 98 | 0.02359663610 | 0.25090712576 | 0.61844484629 | 1.41991317903 | 1.37901723626 | 9.93392528062 |
| 99 | 0.00995555556 | 0.17740184842 | 0.46987347607 | 1.20512971653 | 1.49504604524 | 8.09698403312 |
Il y’a 5 aberrante
##
## Welch Two Sample t-test
##
## data: data_complet$`Quantity (Kg or L)`[indice_abr] and data_complet$`Quantity (Kg or L)`[-indice_abr]
## t = 4.2799, df = 1895.3, p-value = 0.00001963
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 25.00627 67.30829
## sample estimates:
## mean of x mean of y
## 96.91896 50.76167
Selon le test student, les moyennes sont difféntes
| Active ingredient | Quantity (Kg or L) |
|---|---|
| 2,4-D AMINE | 880.0559630 |
| 2,4-D DIMETHYLAMINE | 96.0159615 |
| ACÉPHATE (O,S-DIMÉTHYL ACÉTYLPHOSPHORAMIDOTHIOATE) | 1.3200000 |
| ACIDE ACÉTIQUE | 60.0000000 |
| ANTHRANILATE DE MÉTHYLE | 15.0000000 |
| AZOXYSTROBIN | 43.1580000 |
| BACILLUS THURINGIENSIS VAR. KURSTAKI | 7.0000000 |
| BENZOVINDIFLUPYR | 33.3800000 |
| BOSCALID | 21.1050000 |
| CAPTAN | 37.1600000 |
| CARBARYL | 30.4343750 |
| CARBATHIINE | 101.2500000 |
| CARFENTRAZONE-ETHYL | 0.5430000 |
| CHLORANTRANILIPROLE | 14.5166667 |
| CHLORONEB | 178.5000000 |
| CHLOROPHACINONE | 70.6250000 |
| CHLOROTHALONIL | 250.6250000 |
| CHLORPYRIFOS | 13.1585393 |
| CLOTHIANIDINE | 6.0000000 |
| DAZOMET 97% | 5.0000000 |
| DELTAMETHRINE | 0.9285714 |
| DIAZINON | 11.9586875 |
| DICAMBA | 49.7727778 |
| DICAMBA AMINE | 988.3720930 |
| DICAMBA DIGLYCOLAMINE | 95.0000000 |
| DICAMBA DIMÉTHYLAMINE | 45.5981481 |
| DIPHACINONE | 47.6521739 |
| DIQUAT | 0.2000000 |
| DITHIOPYR | 20.4666667 |
| FÉNOXAPROP-P-ÉTHYL | 7.3500000 |
| FLUDIOXONIL | 192.5000000 |
| FLUOXASTROBINE | 6.5000000 |
| FOSÉTYL-AL | 28.9631306 |
| GLYPHOSATE | 26.4000000 |
| GLYPHOSATE (SELS D’AMINE) | 9.5392857 |
| GLYPHOSATE ISOPROPYLAMINE | 9.7953333 |
| GLYPHOSATE SEL DE POTASSIUM | 4.0000000 |
| HYDRAZIDE MALÉIQUE | 15.0000000 |
| IMIDACLOPRID | 329.1855263 |
| IPRODIONE | 247.8725000 |
| ISOFÉTAMIDE | 8.1500000 |
| LAMBDA-CYHALOTHRINE | 1.3551071 |
| MANDESTROBINE | 9.6000000 |
| MECOPROP (D) DIMÉTHYLAMINE | 88.2366667 |
| MECOPROP (SELS D’AMINE) | 13.5666667 |
| MECOPROP-D AMINE | 246.2694186 |
| MECOPROP-D SELS POTASSIUM | 2.2000000 |
| MECOPROP-P AMINE | 543.8606061 |
| MECOPROP-P DIMÉTHYLAMINE | 58.9700000 |
| MECOPROP-P SELS POTASSIUM | 194.4900000 |
| MÉTALAXYL | 16.6646000 |
| MÉTALAXYL-M | 8.0833333 |
| MÉTALAXYL-M ET ISOMÈRE-S | 0.0900000 |
| METCONAZOLE | 20.1000000 |
| MYCLOBUTANIL | 183.1515789 |
| OXYCARBOXINE | 82.5000000 |
| PARAQUAT | 0.2000000 |
| PENTHIOPYRADE | 10.2840000 |
| PERMÉTHRINE | 7.1266667 |
| PHOSPHURE DE ZINC | 111.2685185 |
| PROPAMOCARBE (CHLORHYDRATE DE) | 10.0866667 |
| PROPICONAZOLE | 93.5142890 |
| PYRACLOSTROBINE | 106.5394118 |
| PYRÉTHRINES 0,2% | 467.0000000 |
| QUINTOZÈNE | 576.0033438 |
| SELS DE POTASSIUM D’ACIDE GRAS 20% | 467.0000000 |
| THIRAME | 101.2500000 |
| TRIFLOXYSTROBIN | 14.6172537 |
| TRINEXAPAC-ÉTHYLE | 19.6300000 |
| TRITICONAZOLE | 393.7385714 |
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0017 1.7435 3.8751 19.8990 11.8146 2424.0000
## [1] 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017
## 15 Levels: 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 ... 2017
Il manque :
## [1] I F H RO RC A
## Levels: A DM F H I O RC RO
Il manque : 8, 9 et 11
## [1] 15 6 13 14 16 17 5 1 2 7 4 3 12 10 11 8 9
## Levels: 1 10 11 12 13 14 15 16 17 2 3 4 5 6 7 8 9
Region_1 <- subset(temp, temp$Region == 1)$`Actual applied ingredient rate (kg per 100 m2)`
Region_2 <- subset(temp, temp$Region == 2)$`Actual applied ingredient rate (kg per 100 m2)`
Region_3 <- subset(temp, temp$Region == 3)$`Actual applied ingredient rate (kg per 100 m2)`
Region_4 <- subset(temp, temp$Region == 4)$`Actual applied ingredient rate (kg per 100 m2)`
Region_5 <- subset(temp, temp$Region == 5)$`Actual applied ingredient rate (kg per 100 m2)`
Region_6 <- subset(temp, temp$Region == 6)$`Actual applied ingredient rate (kg per 100 m2)`
Region_7 <- subset(temp, temp$Region == 7)$`Actual applied ingredient rate (kg per 100 m2)`
Region_8 <- subset(temp, temp$Region == 8)$`Actual applied ingredient rate (kg per 100 m2)`
Region_9 <- subset(temp, temp$Region == 9)$`Actual applied ingredient rate (kg per 100 m2)`
Region_10 <- subset(temp, temp$Region == 10)$`Actual applied ingredient rate (kg per 100 m2)`
Region_11 <- subset(temp, temp$Region == 11)$`Actual applied ingredient rate (kg per 100 m2)`
Region_12 <- subset(temp, temp$Region == 12)$`Actual applied ingredient rate (kg per 100 m2)`
Region_13 <- subset(temp, temp$Region == 13)$`Actual applied ingredient rate (kg per 100 m2)`
Region_14 <- subset(temp, temp$Region == 14)$`Actual applied ingredient rate (kg per 100 m2)`
Region_15 <- subset(temp, temp$Region == 15)$`Actual applied ingredient rate (kg per 100 m2)`
Region_16 <- subset(temp, temp$Region == 16)$`Actual applied ingredient rate (kg per 100 m2)`
Region_17 <- subset(temp, temp$Region == 17)$`Actual applied ingredient rate (kg per 100 m2)`
region <- data.frame(cbind(Region_1, Region_2, Region_3, Region_4, Region_5, Region_6, Region_7, Region_8, Region_9, Region_10, Region_11, Region_12,
Region_13, Region_14, Region_15, Region_16, Region_17))
region_groupe <- stack(region)
res_Anva <-aov(values ~ ind, data = region_groupe)
summary(res_Anva)
## Df Sum Sq Mean Sq F value Pr(>F)
## ind 16 9142 571.4 98.23 <0.0000000000000002 ***
## Residuals 168385 979452 5.8
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
La differance entre les groupes n’est pas significative selon le test de Fisher
A <- subset(temp, `Pesticide type` == "A")$`Quantity (Kg or L)`
f <- subset(temp, `Pesticide type` == "F")$`Quantity (Kg or L)`
H <- subset(temp, `Pesticide type` == "H")$`Quantity (Kg or L)`
I <- subset(temp, `Pesticide type` == "I")$`Quantity (Kg or L)`
O <- subset(temp, `Pesticide type` == "O")$`Quantity (Kg or L)`
RC <- subset(temp, `Pesticide type` == "RC")$`Quantity (Kg or L)`
RO <- subset(temp, `Pesticide type` == "RO")$`Quantity (Kg or L)`
type <- data.frame(cbind(A, f, H, I, O, RC, RO))
type_groupe <- stack(type)
res_Anva <-aov(values ~ ind, data = type_groupe)
summary(res_Anva)
## Df Sum Sq Mean Sq F value Pr(>F)
## ind 6 25635288 4272548 17067 <0.0000000000000002 ***
## Residuals 173621 43464688 250
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
| 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|
| Number of holes | 18.8032787 | 20.866667 | 19.3846154 | 25.2000000 | 22.500000 |
| Quantity (Kg or L) | 22.3879672 | 43.161467 | 35.2600000 | 198.8000000 | 125.516667 |
| Treated area (m2) | 10294.7248770 | 56504.933333 | 26708.1452485 | 291766.6000000 | 189014.666667 |
| Active ingredient concentration(%) | 0.2390509 | 0.177292 | 0.3785897 | 0.1813546 | 0.190114 |
| Active ingredient total(kg) | 3.5363594 | 7.835329 | 12.4481841 | 41.6384614 | 59.863373 |
| Actual applied ingredient rate (kg per 100 m2) | 3.1968211 | 1.404688 | 4.7505904 | 1.3753208 | 3.527487 |
| Max label rate (kg per 100 m2) | 5.4277011 | 2.891122 | 8.9099477 | 6.1290503 | 3.729000 |
## **Results for the Principal Component Analysis (PCA)**
## The analysis was performed on 100 individuals, described by 7 variables
## *The results are available in the following objects:
##
## name description
## 1 "$eig" "eigenvalues"
## 2 "$var" "results for the variables"
## 3 "$var$coord" "coord. for the variables"
## 4 "$var$cor" "correlations variables - dimensions"
## 5 "$var$cos2" "cos2 for the variables"
## 6 "$var$contrib" "contributions of the variables"
## 7 "$ind" "results for the individuals"
## 8 "$ind$coord" "coord. for the individuals"
## 9 "$ind$cos2" "cos2 for the individuals"
## 10 "$ind$contrib" "contributions of the individuals"
## 11 "$call" "summary statistics"
## 12 "$call$centre" "mean of the variables"
## 13 "$call$ecart.type" "standard error of the variables"
## 14 "$call$row.w" "weights for the individuals"
## 15 "$call$col.w" "weights for the variables"